This notebook contains a set of analyses for analyzing mrbananagrabber boardgamegeek collection. The bulk of the analysis is focused on building a user-specific predictive model to predict the games that the specified user is likely to own. This enables us to ask questions like, based on the games the user currently owns, what games are a good fit for their collection? What upcoming games are they likely to purchase?
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We can look at a basic description of the number of games that the user owns, has rated, has previously owned, etc.
What years has the user owned/rated games from? While we can’t see when a user added or removed a game from their collection, we can look at their collection by the years in which their games were published.
We can look at the most frequent types of categories, mechanics, designers, and artists that appear in a user’s collection.
We’ll examine a predictive model trained on a user’s collection for games published through 2020. How many games has the user owned/rated/played in the training set (games prior to 2020)?
username | dataset | period | games_owned | games_rated |
mrbananagrabber | training | published before 2020 | 118 | 126 |
mrbananagrabber | validation | published 2020 | 17 | 8 |
mrbananagrabber | test | published after 2020 | 4 | 0 |
There are two main (binary) outcomes we will be modeling for the user.
The first, owned refers to whether the user currently owns or has previously owned a game in their collection. The second, rated refers to whether the user has rated the game. We will train predictive models to learn the probability that the user will own or play individual games based on their features.
We can examine coefficients from the trained modes, which are penalized logistic regressions fit to our two main outcomes. Positive values indicate that a feature increases a user’s probability of owning/rating a game, while negative values indicate a feature decreases the probability.
Why did the model identify these features? We can make density plots of the important features for predicting whether the user owned a game. Blue indicates the density for games owned by the user, while grey indicates the density for games not owned by the user.
Binary predictors can be difficult to see with this visualization, so we can also directly examine the percentage of games in a user’s collection with a predictor vs the percentage of all games with that predictor.
% of Games with Feature | ||||
username | Feature | In_Collection | All_Games | Ratio |
mrbananagrabber | Fantasy Flight Games | 20.3% | 1.9% | 10.86 |
mrbananagrabber | Variable Setup | 15.3% | 1.5% | 10.33 |
mrbananagrabber | Communication Limits | 6.8% | 0.7% | 10.32 |
mrbananagrabber | Wooden Pieces Boards | 10.2% | 1.2% | 8.62 |
mrbananagrabber | Movies Star Wars | 5.1% | 0.6% | 8.43 |
mrbananagrabber | Asmodee | 32.2% | 3.9% | 8.30 |
mrbananagrabber | England | 5.1% | 0.7% | 7.24 |
mrbananagrabber | Map Continental National Scale | 15.3% | 2.3% | 6.73 |
mrbananagrabber | Polyominoes | 4.2% | 0.6% | 6.54 |
mrbananagrabber | Post Napoleonic | 5.1% | 0.9% | 5.76 |
mrbananagrabber | Race | 7.6% | 1.3% | 5.73 |
mrbananagrabber | Renegade Game Studios | 3.4% | 0.6% | 5.30 |
mrbananagrabber | Iello | 11.0% | 2.1% | 5.16 |
mrbananagrabber | ZMan Games | 11.9% | 2.4% | 4.88 |
mrbananagrabber | Artist Klemens Franz | 4.2% | 0.9% | 4.53 |
mrbananagrabber | Gems & Crystals | 4.2% | 0.9% | 4.48 |
mrbananagrabber | Solo Solitaire Game | 19.5% | 4.5% | 4.32 |
mrbananagrabber | Storytelling | 8.5% | 2.1% | 4.02 |
mrbananagrabber | Pegasus Spiele | 12.7% | 3.5% | 3.65 |
mrbananagrabber | Line Drawing | 2.5% | 0.7% | 3.49 |
mrbananagrabber | Stronghold Games | 3.4% | 1.0% | 3.30 |
mrbananagrabber | Food Cooking | 3.4% | 1.3% | 2.65 |
mrbananagrabber | Deduction Game | 15.3% | 5.8% | 2.63 |
mrbananagrabber | Auction Bidding | 11.0% | 6.2% | 1.78 |
mrbananagrabber | Fantasy | 13.6% | 13.8% | 0.98 |
Before predicting games in upcoming years, we can examine how well the model did and what games it liked in the training set. In this case, we used resampling techniques (cross validation) to ensure that the model had not seen a game before making its predictions.
An easy way to examine the performance of classification model is to view a separation plot. We plot the predicted probabilities from the model for every game (from resampling) from lowest to highest. We then overlay a blue line for any game that the user does own. A good classifier is one that is able to separate the blue (games owned by the user) from the white (games not owned by the user), with most of the blue occurring at the highest probabilities (right side of the chart).
We can display this information in table form, displaying the 100 games with the highest probability of ownership, adding a blue line when the user does own the game.
Published | ID | Name | Pr(Owned) | Owned |
1997 | 42 | Tigris & Euphrates | 0.878 | no |
2010 | 25292 | Merchants & Marauders | 0.743 | yes |
2018 | 205896 | Rising Sun | 0.734 | no |
2019 | 271896 | Star Wars: Outer Rim | 0.693 | no |
2016 | 205637 | Arkham Horror: The Card Game | 0.684 | yes |
2019 | 270971 | Era: Medieval Age | 0.667 | no |
2017 | 233078 | Twilight Imperium: Fourth Edition | 0.664 | yes |
2017 | 174430 | Gloomhaven | 0.637 | yes |
2004 | 9609 | War of the Ring | 0.619 | no |
2016 | 198928 | Pandemic: Iberia | 0.608 | no |
2018 | 199792 | Everdell | 0.593 | no |
2008 | 38453 | Space Alert | 0.571 | no |
2018 | 252328 | Star Wars: X-Wing (Second Edition) | 0.552 | yes |
2018 | 244711 | Newton | 0.546 | no |
2000 | 478 | Citadels | 0.500 | no |
2012 | 121921 | Robinson Crusoe: Adventures on the Cursed Island | 0.499 | no |
2013 | 52461 | Legacy: The Testament of Duke de Crecy | 0.498 | no |
2019 | 269385 | The Lord of the Rings: Journeys in Middle-Earth | 0.491 | yes |
2015 | 171623 | The Voyages of Marco Polo | 0.479 | no |
2015 | 181530 | Runebound (Third Edition) | 0.476 | no |
2013 | 144239 | Impulse | 0.425 | no |
2019 | 266507 | Clank!: Legacy – Acquisitions Incorporated | 0.423 | no |
2018 | 209324 | The World of SMOG: Rise of Moloch | 0.423 | no |
2011 | 102548 | Dungeon Fighter | 0.404 | no |
2014 | 164153 | Star Wars: Imperial Assault | 0.402 | yes |
2006 | 21241 | Neuroshima Hex! 3.0 | 0.402 | no |
2019 | 285774 | Marvel Champions: The Card Game | 0.393 | yes |
2008 | 37111 | Battlestar Galactica: The Board Game | 0.393 | no |
2017 | 232918 | Fallout | 0.389 | no |
2012 | 131646 | Merchant of Venus (Second Edition) | 0.382 | no |
2017 | 223931 | Sherlock Holmes Consulting Detective: Carlton House & Queen's Park | 0.381 | yes |
2014 | 153938 | Camel Up | 0.352 | no |
2016 | 205059 | Mansions of Madness: Second Edition | 0.351 | yes |
2019 | 281259 | The Isle of Cats | 0.348 | no |
2017 | 162886 | Spirit Island | 0.346 | no |
2011 | 59959 | Letters from Whitechapel | 0.345 | yes |
2016 | 198773 | Codenames: Pictures | 0.343 | no |
2015 | 172386 | Mombasa | 0.326 | no |
2015 | 181304 | Mysterium | 0.320 | no |
2010 | 77130 | Sid Meier's Civilization: The Board Game | 0.319 | no |
2016 | 204305 | Sherlock Holmes Consulting Detective: Jack the Ripper & West End Adventures | 0.314 | yes |
1995 | 13 | Catan | 0.301 | yes |
2017 | 184151 | Legend of the Five Rings: The Card Game | 0.301 | no |
2018 | 245638 | Coimbra | 0.298 | no |
2018 | 237182 | Root | 0.295 | yes |
2016 | 176083 | Hit Z Road | 0.293 | no |
2018 | 313010 | Cosmic Encounter: 42nd Anniversary Edition | 0.290 | no |
2011 | 103343 | A Game of Thrones: The Board Game (Second Edition) | 0.290 | no |
2012 | 124742 | Android: Netrunner | 0.284 | no |
2017 | 234487 | Altiplano | 0.277 | no |
2016 | 205359 | Star Wars: Destiny | 0.276 | yes |
2005 | 18723 | Aye, Dark Overlord! The Red Box | 0.269 | no |
2016 | 171131 | Captain Sonar | 0.262 | no |
2019 | 276025 | Maracaibo | 0.261 | yes |
2018 | 233571 | Star Wars: Legion | 0.252 | yes |
2015 | 170216 | Blood Rage | 0.245 | no |
2015 | 163745 | Star Wars: Armada | 0.245 | no |
2014 | 148228 | Splendor | 0.244 | no |
2017 | 193728 | Pendragon: The Fall of Roman Britain | 0.238 | no |
2016 | 168681 | Beyond Baker Street | 0.238 | no |
2016 | 155821 | Inis | 0.237 | yes |
2018 | 257499 | Arkham Horror (Third Edition) | 0.234 | no |
2012 | 104710 | Wiz-War (Eighth Edition) | 0.232 | no |
2004 | 9440 | Maharaja: The Game of Palace Building in India | 0.231 | no |
2015 | 172996 | The King Is Dead | 0.222 | no |
1995 | 112 | Condottiere | 0.220 | no |
2016 | 169786 | Scythe | 0.218 | no |
2009 | 43015 | Hansa Teutonica | 0.214 | no |
2016 | 201808 | Clank!: A Deck-Building Adventure | 0.214 | no |
1982 | 2511 | Sherlock Holmes Consulting Detective: The Thames Murders & Other Cases | 0.212 | yes |
2017 | 190082 | Whitehall Mystery | 0.210 | yes |
2017 | 234378 | Unfinished Case of Holmes | 0.209 | no |
2011 | 70919 | Takenoko | 0.208 | no |
2014 | 156129 | Deception: Murder in Hong Kong | 0.207 | yes |
2019 | 253574 | Crusader Kings | 0.205 | no |
2017 | 220775 | Codenames: Disney – Family Edition | 0.205 | no |
2008 | 33107 | Senji | 0.203 | no |
2003 | 6472 | A Game of Thrones | 0.201 | no |
2014 | 148949 | Istanbul | 0.194 | yes |
2018 | 225694 | Decrypto | 0.194 | no |
1989 | 217 | A la carte | 0.194 | no |
2009 | 40692 | Small World | 0.191 | no |
1986 | 240 | Britannia | 0.190 | no |
2014 | 157969 | Sheriff of Nottingham | 0.190 | no |
2007 | 28720 | Brass: Lancashire | 0.189 | no |
2016 | 198454 | When I Dream | 0.187 | no |
1987 | 4556 | Patton's Best | 0.183 | no |
2015 | 178900 | Codenames | 0.181 | yes |
2019 | 283863 | The Magnificent | 0.179 | no |
2017 | 220308 | Gaia Project | 0.179 | no |
2008 | 39463 | Cosmic Encounter | 0.174 | yes |
2007 | 31481 | Galaxy Trucker | 0.174 | yes |
2018 | 222509 | Lords of Hellas | 0.172 | no |
1983 | 1608 | Ambush! | 0.172 | no |
2019 | 265736 | Tiny Towns | 0.171 | yes |
2005 | 20134 | The End of the Triumvirate | 0.170 | no |
2008 | 38054 | Snow Tails | 0.169 | no |
2018 | 223321 | Detective: A Modern Crime Board Game | 0.168 | no |
2016 | 187645 | Star Wars: Rebellion | 0.168 | no |
2012 | 105551 | Archipelago | 0.167 | yes |
We can also more formally assess how well the model did in resampling by looking at the area under the receiver operating characteristic. A perfect model would receive a score of 1, while a model that cannot predict the outcome will default to a score of 0.5. The extent to which something is a good score depends on the setting, but generally anything in the .8 to .9 range is very good while the .7 to .8 range is perfectly acceptable.
Another way to think about the model performance is to view its lift, or its ability to detect the positive outcomes over that of a null model. High lift indicates the model can much more quickly find all of the positive outcomes (in this case, games owned or played by the user), while a model with no lift is no better than random guessing. A gains chart is another way to view this.
What games does the model think mrbananagrabber is most likely to own that are not in their collection?
Published | ID | Name | Pr(Owned) | Owned |
1997 | 42 | Tigris & Euphrates | 0.878 | no |
2018 | 205896 | Rising Sun | 0.734 | no |
2019 | 271896 | Star Wars: Outer Rim | 0.693 | no |
2019 | 270971 | Era: Medieval Age | 0.667 | no |
2004 | 9609 | War of the Ring | 0.619 | no |
What games does the model think mrbananagrabber is least likely to own that are in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2010 | 66188 | Fresco | 0.003 | yes |
2019 | 247367 | Air, Land & Sea | 0.003 | yes |
2014 | 147949 | One Night Ultimate Werewolf | 0.003 | yes |
1876 | 521 | Crokinole | 0.003 | yes |
2004 | 11971 | Cockroach Poker | 0.003 | yes |
Top 25 games most likely to be owned by the user in each year, highlighting in blue the games that the user has owned.
rank | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | Robinson Crusoe: Adventures on the Cursed Island | Legacy: The Testament of Duke de Crecy | Star Wars: Imperial Assault | The Voyages of Marco Polo | Arkham Horror: The Card Game | Twilight Imperium: Fourth Edition | Rising Sun | Star Wars: Outer Rim |
2 | Merchant of Venus (Second Edition) | Impulse | Camel Up | Runebound (Third Edition) | Pandemic: Iberia | Gloomhaven | Everdell | Era: Medieval Age |
3 | Android: Netrunner | A Study in Emerald | Splendor | Mombasa | Mansions of Madness: Second Edition | Fallout | Star Wars: X-Wing (Second Edition) | The Lord of the Rings: Journeys in Middle-Earth |
4 | Wiz-War (Eighth Edition) | Lewis & Clark: The Expedition | Deception: Murder in Hong Kong | Mysterium | Codenames: Pictures | Sherlock Holmes Consulting Detective: Carlton House & Queen's Park | Newton | Clank!: Legacy – Acquisitions Incorporated |
5 | Archipelago | Spyrium | Istanbul | Blood Rage | Sherlock Holmes Consulting Detective: Jack the Ripper & West End Adventures | Spirit Island | The World of SMOG: Rise of Moloch | Marvel Champions: The Card Game |
6 | Star Wars: X-Wing Miniatures Game | Room 25 | Sheriff of Nottingham | Star Wars: Armada | Hit Z Road | Legend of the Five Rings: The Card Game | Coimbra | The Isle of Cats |
7 | Zombicide | Concept | Orléans | The King Is Dead | Star Wars: Destiny | Altiplano | Root | Maracaibo |
8 | Descent: Journeys in the Dark (Second Edition) | Zombie Kidz | Pandemic: Contagion | Codenames | Captain Sonar | Pendragon: The Fall of Roman Britain | Cosmic Encounter: 42nd Anniversary Edition | Crusader Kings |
9 | Star Wars: The Card Game | Eldritch Horror | Imperial Settlers | FUSE | Beyond Baker Street | Whitehall Mystery | Star Wars: Legion | The Magnificent |
10 | Smash Up | Tales & Games: The Three Little Pigs | Witness | 504 | Inis | Unfinished Case of Holmes | Arkham Horror (Third Edition) | Tiny Towns |
11 | Rumble in the Dungeon | Cappuccino | AquaSphere | Fury of Dracula (Third/Fourth Edition) | Scythe | Codenames: Disney – Family Edition | Decrypto | Paranormal Detectives |
12 | Sewer Pirats | Patchistory | Abyss | Drakon (Fourth Edition) | Clank!: A Deck-Building Adventure | Gaia Project | Lords of Hellas | The Crew: The Quest for Planet Nine |
13 | Kemet | BANG! The Dice Game | Colt Express | Me Want Cookies! | When I Dream | Codenames: Duet | Detective: A Modern Crime Board Game | Last Bastion |
14 | Space Cadets | Bruxelles 1893 | La Granja | Brick Party | Star Wars: Rebellion | Civilization: A New Dawn | Shadows: Amsterdam | Tapestry |
15 | Legends of Andor | Ladies & Gentlemen | Warhammer 40,000: Conquest | Forbidden Stars | Pandemic: Reign of Cthulhu | Pandemic: Rising Tide | Heroes of Terrinoth | Black Angel |
16 | Terra Mystica | Colonialism | DungeonQuest Revised Edition | A Game of Thrones: The Card Game (Second Edition) | New Angeles | Azul | Treasure Island | Western Empires |
17 | Kairo | Rococo | Patchwork | DRCongo | Game of Thrones: The Iron Throne | Richard the Lionheart | Pandemic: Fall of Rome | One Key |
18 | Winter Tales | The Walking Dead Card Game | Star Wars: Empire vs. Rebellion | Star Wars: X-Wing Miniatures Game – The Force Awakens Core Set | Imhotep | First Martians: Adventures on the Red Planet | Gingerbread House | KeyForge: Age of Ascension |
19 | War of the Ring: Second Edition | Relic | The Battle at Kemble's Cascade | Grand Austria Hotel | Terraforming Mars | Downforce | Azul: Stained Glass of Sintra | Century: A New World |
20 | OddVille | Zombicide Season 2: Prison Outbreak | Akrotiri | Bastion | Black Orchestra | Calimala | Blackout: Hong Kong | Pandemic: Rapid Response |
21 | Keyflower | Tash-Kalar: Arena of Legends | Chimera | Through the Ages: A New Story of Civilization | Tales & Games: Aladdin & the Magic Lamp | 878 Vikings: Invasions of England | The Grizzled: Armistice Edition | Zombicide: Invader |
22 | Mafia: Vendetta | Rory's Story Cubes: Prehistoria | Medieval Academy | Watson & Holmes | A Feast for Odin | This War of Mine: The Board Game | Century: Eastern Wonders | Hellenica: Story of Greece |
23 | Mice and Mystics | Caverna: The Cave Farmers | Deus | Tales & Games: The Grasshopper & the Ant | Covert | Star Wars: Destiny – Two-Player Game | Narcos: The Board Game | The King's Dilemma |
24 | Il Vecchio | BattleLore: Second Edition | Arcadia Quest | Tales & Games: Little Red Riding Hood | Citadels | The 7th Continent | KeyForge: Call of the Archons | Yukon Airways |
25 | Virgin Queen | Sail to India | Hyperborea | Arboretum | Codenames: Deep Undercover | Pandemic Legacy: Season 2 | Vengeance | Unmatched: Robin Hood vs. Bigfoot |
Interactive table for predictions from resampling.
We’ll validate the model by looking at its predictions for games published in 2020. That is, how well did a model trained on a user’s collection through 2020 perform in predicting games for the user in 2021?
username | outcome | dataset | method | .metric | .estimate |
mrbananagrabber | owned | validation | glmnet | roc_auc | 0.849 |
Table of top 50 games from 2021, highlighting games that the user owns.
Published | ID | Name | Pr(Owned) | Owned |
2020 | 291457 | Gloomhaven: Jaws of the Lion | 0.403 | yes |
2020 | 298572 | Cosmic Encounter Duel | 0.395 | no |
2020 | 319966 | The King Is Dead: Second Edition | 0.299 | yes |
2020 | 312267 | Star Wars: Unlock! | 0.204 | no |
2020 | 301767 | Mysterium Park | 0.184 | no |
2020 | 293531 | Detective: A Modern Crime Board Game – Season One | 0.178 | no |
2020 | 306735 | Under Falling Skies | 0.139 | yes |
2020 | 311193 | Anno 1800 | 0.117 | yes |
2020 | 245658 | Unicorn Fever | 0.109 | no |
2020 | 292333 | Cowboys II: Cowboys & Indians Edition | 0.107 | no |
2020 | 320819 | Dinner in Paris | 0.100 | no |
2020 | 279537 | The Search for Planet X | 0.095 | yes |
2020 | 299169 | Spicy | 0.092 | no |
2020 | 300322 | Hallertau | 0.091 | no |
2020 | 184267 | On Mars | 0.090 | yes |
2020 | 245224 | La Belle Époque | 0.088 | no |
2020 | 314040 | Pandemic Legacy: Season 0 | 0.087 | no |
2020 | 301716 | Glasgow | 0.077 | no |
2020 | 304285 | Infinity Gauntlet: A Love Letter Game | 0.073 | no |
2020 | 294484 | Unmatched: Cobble & Fog | 0.070 | yes |
2020 | 316554 | Dune: Imperium | 0.066 | no |
2020 | 296345 | Sherlock Holmes Consulting Detective: The Baker Street Irregulars | 0.065 | yes |
2020 | 301919 | Pandemic: Hot Zone – North America | 0.063 | no |
2020 | 296151 | Viscounts of the West Kingdom | 0.062 | no |
2020 | 325635 | Unmatched: Little Red Riding Hood vs. Beowulf | 0.060 | no |
2020 | 302425 | Unlock!: Mythic Adventures | 0.060 | no |
2020 | 302723 | Forgotten Waters | 0.059 | yes |
2020 | 294235 | Crime Zoom: His Last Card | 0.051 | no |
2020 | 321305 | Crime Zoom: Bird of Ill Omen | 0.051 | no |
2020 | 321306 | Crime Zoom: A Deadly Writer | 0.051 | no |
2020 | 332230 | Unlock!: Heroic Adventures – Insert Coin | 0.051 | no |
2020 | 332229 | Unlock!: Heroic Adventures – Hinunter in den Kaninchenbau | 0.051 | no |
2020 | 341008 | Unlock!: Heroic Adventures – Sherlock Holmes: Der scharlachrote Faden | 0.051 | no |
2020 | 288169 | The Fox in the Forest Duet | 0.045 | no |
2020 | 256317 | Guild Master | 0.043 | no |
2020 | 282922 | Windward | 0.042 | no |
2020 | 301880 | Raiders of Scythia | 0.042 | no |
2020 | 308765 | Praga Caput Regni | 0.041 | no |
2020 | 325555 | Cantaloop: Book 1 – Breaking into Prison | 0.041 | no |
2020 | 313531 | Rustling Leaves | 0.041 | no |
2020 | 306481 | Tawantinsuyu: The Inca Empire | 0.039 | no |
2020 | 295486 | My City | 0.039 | no |
2020 | 298371 | Wild Space | 0.036 | no |
2020 | 256940 | Krosmaster: Blast | 0.035 | no |
2020 | 299592 | Beez | 0.034 | no |
2020 | 294788 | Conqueror: Final Conquest | 0.034 | no |
2020 | 313349 | Indus 2500 BCE | 0.033 | no |
2020 | 297030 | Tekhenu: Obelisk of the Sun | 0.033 | no |
2020 | 203321 | This War Without an Enemy | 0.033 | no |
2020 | 246900 | Eclipse: Second Dawn for the Galaxy | 0.033 | no |
Examine the top 50 games for upcoming games, highlighting in blue ones the user owns or has preordered.
Published | ID | Name | Pr(Owned) | Owned | Preordered |
2022 | 331106 | The Witcher: Old World | 0.859 | no | no |
2022 | 349067 | The Lord of the Rings: The Card Game – Revised Core Set | 0.610 | no | no |
2021 | 299255 | Vienna Connection | 0.349 | no | no |
2021 | 298102 | Roll Camera!: The Filmmaking Board Game | 0.296 | no | no |
2021 | 285967 | Ankh: Gods of Egypt | 0.250 | yes | no |
2021 | 322708 | Descent: Legends of the Dark | 0.246 | no | no |
2021 | 340466 | Unfathomable | 0.245 | yes | no |
2021 | 343905 | Boonlake | 0.196 | no | yes |
2021 | 291859 | Riftforce | 0.168 | yes | no |
2021 | 295535 | Dark Ages: Heritage of Charlemagne | 0.155 | no | no |
2021 | 304985 | Dark Ages: Holy Roman Empire | 0.155 | no | no |
2022 | 295770 | Frosthaven | 0.138 | no | yes |
2021 | 298383 | Golem | 0.119 | no | no |
2021 | 329713 | Dune: House Secrets | 0.115 | no | no |
2021 | 342942 | Ark Nova | 0.114 | no | no |
2022 | 256680 | Return to Dark Tower | 0.090 | no | no |
2021 | 342848 | World of Warcraft: Wrath of the Lich King | 0.089 | no | no |
2021 | 251661 | Oathsworn: Into the Deepwood | 0.085 | no | no |
2021 | 295931 | Granada: Last Stand of the Moors – 1482-1492 | 0.084 | no | no |
2021 | 260524 | Beyond Humanity: Colonies | 0.083 | no | no |
2022 | 317511 | Tindaya | 0.080 | no | no |
2021 | 299684 | Khôra: Rise of an Empire | 0.079 | no | no |
2021 | 306202 | Philosophia: Floating World | 0.078 | no | no |
2021 | 306881 | Railroad Ink Challenge: Lush Green Edition | 0.078 | no | no |
2021 | 313730 | Harsh Shadows | 0.076 | no | no |
2022 | 310873 | Carnegie | 0.072 | no | no |
2021 | 331059 | Last Message | 0.069 | no | no |
2022 | 328866 | My Father's Work | 0.066 | no | no |
2021 | 339906 | The Hunger | 0.063 | no | no |
2022 | 347013 | Get on Board: New York & London | 0.062 | no | no |
2022 | 322524 | Bardsung | 0.059 | no | no |
2021 | 324242 | Sheepy Time | 0.056 | no | no |
2022 | 299106 | Fractal: Beyond the Void | 0.055 | no | no |
2021 | 298069 | Cubitos | 0.053 | no | no |
2021 | 324856 | The Crew: Mission Deep Sea | 0.053 | no | no |
2021 | 295785 | Euthia: Torment of Resurrection | 0.053 | no | no |
2022 | 335764 | Unmatched: Battle of Legends, Volume Two | 0.052 | no | no |
2022 | 329862 | Tiny Turbo Cars | 0.052 | no | no |
2021 | 340909 | Gloomholdin' | 0.050 | no | no |
2021 | 325348 | Successors (Fourth Edition) | 0.049 | no | no |
2021 | 343562 | Horrified: American Monsters | 0.049 | no | no |
2021 | 329670 | Pandemic: Hot Zone – Europe | 0.048 | no | no |
2021 | 318184 | Imperium: Classics | 0.046 | no | no |
2022 | 258779 | Planet Unknown | 0.044 | no | no |
2021 | 338834 | MicroMacro: Crime City – Full House | 0.044 | no | no |
2022 | 304051 | Creature Comforts | 0.044 | no | no |
2021 | 291847 | Mantis Falls | 0.043 | no | no |
2021 | 273330 | Bloodborne: The Board Game | 0.043 | no | no |
2021 | 329002 | CULTivate | 0.043 | no | no |
2021 | 324957 | The Snallygaster Situation: Kids on Bikes Board Game | 0.042 | no | no |